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GJFusion: A Channel-Level Correlation Construction Method for Multimodal Physiological Signal Fusion 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2024, 卷号: 20, 期号: 2, 页码: 23
作者:  Huang, Wuliang;  Chen, Yiqiang;  Jiang, Xinlong;  Zhang, Teng;  Chen, Qian
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Multimodal  physiological signal  graph neural network  emotion state recognition  ubiquitous computing  
Adaptive Memory Networks With Self-Supervised Learning for Unsupervised Anomaly Detection 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 12, 页码: 12068-12080
作者:  Zhang, Yuxin;  Wang, Jindong;  Chen, Yiqiang;  Yu, Han;  Qin, Tao
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Unsupervised anomaly detection  time series  self-supervised learning  memory network  
MetaFed: Federated Learning Among Federations With Cyclic Knowledge Distillation for Personalized Healthcare 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 12
作者:  Chen, Yiqiang;  Lu, Wang;  Qin, Xin;  Wang, Jindong;  Xie, Xing
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Federated learning (FL)  healthcare  knowledge distillation (KD)  personalization  transfer learning  
Two-step hierarchical neural network for classification of dry age-related macular degeneration using optical coherence tomography images 期刊论文
FRONTIERS IN MEDICINE, 2023, 卷号: 10, 页码: 12
作者:  Hu, Min;  Wu, Bin;  Lu, Di;  Xie, Jing;  Chen, Yiqiang;  Yang, Zhikuan;  Dai, Weiwei
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
optical coherence tomography (OCT)  age-related macular degeneration (AMD)  nascent geographic atrophy (nGA)  convolutional neural network (CNN)  deep learning  
GLIM-Net: Chronic Glaucoma Forecast Transformer for Irregularly Sampled Sequential Fundus Images 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 6, 页码: 1875-1884
作者:  Hu, Xiaoyan;  Zhang, Ling-Xiao;  Gao, Lin;  Dai, Weiwei;  Han, Xiaoguang;  Lai, Yu-Kun;  Chen, Yiqiang
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Transformers  Feature extraction  Predictive models  Image segmentation  Deep learning  Biomedical imaging  Task analysis  Glaucoma forecast  transformer  attention mechanism  fundus image  
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 2, 页码: 2118-2132
作者:  Zhang, Yuxin;  Chen, Yiqiang;  Wang, Jindong;  Pan, Zhiwen
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
Anomaly detection  Predictive models  Data models  Autoregressive processes  Image reconstruction  Forecasting  Computational modeling  Unsupervised anomaly detection  multi-sensor time series  convolutional autoencoder  attention based BiLSTM  
CLC: A Consensus-based Label Correction Approach in Federated Learning 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2022, 卷号: 13, 期号: 5, 页码: 23
作者:  Zeng, Bixiao;  Yang, Xiaodong;  Chen, Yiqiang;  Yu, Hanchao;  Zhang, Yingwei
收藏  |  浏览/下载：14/0  |  提交时间：2023/07/12
Federated learning  data evaluation  consensus mechanism  
Disagreement-based class incremental random forest for sensor-based activity recognition 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2022, 卷号: 239, 页码: 15
作者:  Hu, Chunyu;  Chen, Yiqiang;  Hu, Lisha;  Yu, Han;  Lu, Dianjie
收藏  |  浏览/下载：20/0  |  提交时间：2022/12/07
Class incremental learning  Activity recognition  Random forest  Semi-supervised learning  
Deep unsupervised multi-modal fusion network for detecting driver distraction 期刊论文
NEUROCOMPUTING, 2021, 卷号: 421, 页码: 26-38
作者:  Zhang, Yuxin;  Chen, Yiqiang;  Gao, Chenlong
收藏  |  浏览/下载：32/0  |  提交时间：2021/12/01
A Novel Feature Incremental Learning Method for Sensor-Based Activity Recognition 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2019, 卷号: 31, 期号: 6, 页码: 1038-1050
作者:  Hu, Chunyu;  Chen, Yiqiang;  Peng, Xiaohui;  Yu, Han;  Gao, Chenlong;  Hu, Lisha
收藏  |  浏览/下载：267/0  |  提交时间：2019/08/16
Feature incremental learning  activity recognition  random forest